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Demonstration notebook using Ibis and PostGIS
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ibis and Geospatial Operations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the most popular extensions to PostgreSQL is PostGIS,\n",
"which adds support for storing geospatial geometries,\n",
"as well as functionality for reasoning about and performing operations on those geometries.\n",
"\n",
"This is a demo showing how to assemble ibis expressions for a PostGIS-enabled database.\n",
"We will be using a database that has been loaded with an [Open Street Map](https://www.openstreetmap.org/)\n",
"extract for Southern California, which has been loaded into a database."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Connecting to the database\n",
"\n",
"We first make the relevant imports, and connect to the PostGIS database:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\itacid457\\repos\\ibis\\ibis\\sql\\postgres\\compiler.py:228: UserWarning: locale specific date formats (%c, %x, %X) are not yet implemented for Windows\n",
" 'for %s' % platform.system()\n"
]
}
],
"source": [
"import os\n",
"import ibis\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"client = ibis.postgres.connect(url=os.environ['POSTGRES_URI'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From this database, we get tables for polygons and linestrings:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"polygons = client.table('multipolygons', schema='osm')\n",
"lines = client.table('lines', schema='osm')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Querying the data\n",
"\n",
"We query the polygons table for shapes with an administrative level of 8,\n",
"which corresponds to municipalities.\n",
"\n",
"We also make an expression for just Los angeles,\n",
"and reproject some of the column names so we don't have a name collision later."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2216dc77518>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cities = polygons[polygons.admin_level == '8']\n",
"los_angeles = cities[cities.name == 'Los Angeles']\n",
"los_angeles = los_angeles[\n",
" los_angeles.name.name('city_name'),\n",
" los_angeles.wkb_geometry.name('city_geometry')\n",
"]\n",
"\n",
"la_city = los_angeles.execute()\n",
"la_city.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's also extract freeways from the lines table,\n",
"which are indicated by the value `'motorway'` in the highway column:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2216fe9ebe0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"highways = lines[(lines.highway == 'motorway')]\n",
"highways = highways[\n",
" highways.name.name('highway_name'),\n",
" highways.wkb_geometry.name('highway_geometry')\n",
"]\n",
"highways.execute().plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Making a spatial join\n",
"\n",
"Let's test a spatial join by selecting all the highways that intersect the city of Los Angeles:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"expr = highways.inner_join(\n",
" los_angeles,\n",
" highways.highway_geometry.intersects(los_angeles.city_geometry)\n",
").materialize()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"la_highways = expr.execute()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>highway_name</th>\n",
" <th>highway_geometry</th>\n",
" <th>city_name</th>\n",
" <th>city_geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Golden State Freeway</td>\n",
" <td>LINESTRING (-118.4387025 34.2599243, -118.4353...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Hollywood Freeway</td>\n",
" <td>LINESTRING (-118.4102312 34.2214606, -118.4094...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Ventura Freeway</td>\n",
" <td>LINESTRING (-118.473552 34.1647511, -118.47390...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>San Diego Freeway</td>\n",
" <td>LINESTRING (-118.4698003 34.2929672, -118.4687...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Ronald Reagan Freeway</td>\n",
" <td>LINESTRING (-118.5083415 34.2780246, -118.5132...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" highway_name highway_geometry \\\n",
"0 Golden State Freeway LINESTRING (-118.4387025 34.2599243, -118.4353... \n",
"1 Hollywood Freeway LINESTRING (-118.4102312 34.2214606, -118.4094... \n",
"2 Ventura Freeway LINESTRING (-118.473552 34.1647511, -118.47390... \n",
"3 San Diego Freeway LINESTRING (-118.4698003 34.2929672, -118.4687... \n",
"4 Ronald Reagan Freeway LINESTRING (-118.5083415 34.2780246, -118.5132... \n",
"\n",
" city_name city_geometry \n",
"0 Los Angeles (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"1 Los Angeles (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"2 Los Angeles (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"3 Los Angeles (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"4 Los Angeles (POLYGON ((-118.464911 34.330061, -118.457574 ... "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"la_highways.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's also grab all of the cities that border Los Angeles:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"expr = cities.inner_join(\n",
" los_angeles,\n",
" cities.wkb_geometry.touches(los_angeles.city_geometry)\n",
").materialize()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"la_neighbors = expr.execute()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>ogc_fid</th>\n",
" <th>osm_id</th>\n",
" <th>osm_way_id</th>\n",
" <th>name</th>\n",
" <th>type</th>\n",
" <th>aeroway</th>\n",
" <th>amenity</th>\n",
" <th>admin_level</th>\n",
" <th>barrier</th>\n",
" <th>boundary</th>\n",
" <th>...</th>\n",
" <th>natural</th>\n",
" <th>office</th>\n",
" <th>place</th>\n",
" <th>shop</th>\n",
" <th>sport</th>\n",
" <th>tourism</th>\n",
" <th>other_tags</th>\n",
" <th>wkb_geometry</th>\n",
" <th>city_name</th>\n",
" <th>city_geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>29</td>\n",
" <td>112090</td>\n",
" <td>None</td>\n",
" <td>Inglewood</td>\n",
" <td>boundary</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>8</td>\n",
" <td>None</td>\n",
" <td>administrative</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>city</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>\"wikidata\"=&gt;\"Q621549\",\"wikipedia\"=&gt;\"en:Inglewo...</td>\n",
" <td>(POLYGON ((-118.346107 33.932694, -118.346076 ...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>32</td>\n",
" <td>112100</td>\n",
" <td>None</td>\n",
" <td>Long Beach</td>\n",
" <td>boundary</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>8</td>\n",
" <td>None</td>\n",
" <td>administrative</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>city</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>\"border_type\"=&gt;\"city\",\"wikidata\"=&gt;\"Q16739\",\"wi...</td>\n",
" <td>(POLYGON ((-118.232975 33.714615, -118.231803 ...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>36</td>\n",
" <td>112119</td>\n",
" <td>None</td>\n",
" <td>Vernon</td>\n",
" <td>boundary</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>8</td>\n",
" <td>None</td>\n",
" <td>administrative</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>village</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>\"wikidata\"=&gt;\"Q934111\",\"wikipedia\"=&gt;\"en:Vernon,...</td>\n",
" <td>(POLYGON ((-118.204281 33.988934, -118.204265 ...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>52</td>\n",
" <td>112597</td>\n",
" <td>None</td>\n",
" <td>Simi Valley</td>\n",
" <td>boundary</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>8</td>\n",
" <td>None</td>\n",
" <td>administrative</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>city</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>\"border_type\"=&gt;\"city\",\"is_in\"=&gt;\"USA, Californi...</td>\n",
" <td>(POLYGON ((-118.6334489 34.2697148, -118.63339...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1467</td>\n",
" <td>2317584</td>\n",
" <td>None</td>\n",
" <td>Gardena</td>\n",
" <td>boundary</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>8</td>\n",
" <td>None</td>\n",
" <td>administrative</td>\n",
" <td>...</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>city</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>\"is_in\"=&gt;\"USA, California\",\"wikidata\"=&gt;\"Q84640...</td>\n",
" <td>(POLYGON ((-118.326689 33.91283, -118.326502 3...</td>\n",
" <td>Los Angeles</td>\n",
" <td>(POLYGON ((-118.464911 34.330061, -118.457574 ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 29 columns</p>\n",
"</div>"
],
"text/plain": [
" ogc_fid osm_id osm_way_id name type aeroway amenity \\\n",
"0 29 112090 None Inglewood boundary None None \n",
"1 32 112100 None Long Beach boundary None None \n",
"2 36 112119 None Vernon boundary None None \n",
"3 52 112597 None Simi Valley boundary None None \n",
"4 1467 2317584 None Gardena boundary None None \n",
"\n",
" admin_level barrier boundary \\\n",
"0 8 None administrative \n",
"1 8 None administrative \n",
"2 8 None administrative \n",
"3 8 None administrative \n",
"4 8 None administrative \n",
"\n",
" ... natural office place \\\n",
"0 ... None None city \n",
"1 ... None None city \n",
"2 ... None None village \n",
"3 ... None None city \n",
"4 ... None None city \n",
"\n",
" shop sport tourism other_tags \\\n",
"0 None None None \"wikidata\"=>\"Q621549\",\"wikipedia\"=>\"en:Inglewo... \n",
"1 None None None \"border_type\"=>\"city\",\"wikidata\"=>\"Q16739\",\"wi... \n",
"2 None None None \"wikidata\"=>\"Q934111\",\"wikipedia\"=>\"en:Vernon,... \n",
"3 None None None \"border_type\"=>\"city\",\"is_in\"=>\"USA, Californi... \n",
"4 None None None \"is_in\"=>\"USA, California\",\"wikidata\"=>\"Q84640... \n",
"\n",
" wkb_geometry city_name \\\n",
"0 (POLYGON ((-118.346107 33.932694, -118.346076 ... Los Angeles \n",
"1 (POLYGON ((-118.232975 33.714615, -118.231803 ... Los Angeles \n",
"2 (POLYGON ((-118.204281 33.988934, -118.204265 ... Los Angeles \n",
"3 (POLYGON ((-118.6334489 34.2697148, -118.63339... Los Angeles \n",
"4 (POLYGON ((-118.326689 33.91283, -118.326502 3... Los Angeles \n",
"\n",
" city_geometry \n",
"0 (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"1 (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"2 (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"3 (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"4 (POLYGON ((-118.464911 34.330061, -118.457574 ... \n",
"\n",
"[5 rows x 29 columns]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"la_neighbors.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Combining the results\n",
"\n",
"Now that we have made a number of queries, let's combine them into a single plot:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2211de31e48>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ax = la_city.plot(color='forestgreen', alpha=0.5, figsize=(16,16))\n",
"la_neighbors.plot(ax=ax, column=None, cmap='viridis', alpha=1.0)\n",
"la_highways.plot(ax=ax, color='maroon')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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